{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BERTScore Tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Installation\n",
    "if you have not installed `bert_score`, it is very easy\n",
    "simply uncomment the line below to install through pip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install bert_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.3.1'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check your installation\n",
    "import bert_score\n",
    "bert_score.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hide the loading messages\n",
    "import logging\n",
    "import transformers\n",
    "transformers.tokenization_utils.logger.setLevel(logging.ERROR)\n",
    "transformers.configuration_utils.logger.setLevel(logging.ERROR)\n",
    "transformers.modeling_utils.logger.setLevel(logging.ERROR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "\n",
    "rcParams[\"xtick.major.size\"] = 0\n",
    "rcParams[\"xtick.minor.size\"] = 0\n",
    "rcParams[\"ytick.major.size\"] = 0\n",
    "rcParams[\"ytick.minor.size\"] = 0\n",
    "\n",
    "rcParams[\"axes.labelsize\"] = \"large\"\n",
    "rcParams[\"axes.axisbelow\"] = True\n",
    "rcParams[\"axes.grid\"] = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Function API"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will first demonstrate how to use the `score` function in `bert_score`, which is what you need to evaluate a set of machine generated outputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bert_score import score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inputs to `score` are a list of candidate sentences and a list of reference sentences. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"hyps.txt\") as f:\n",
    "    cands = [line.strip() for line in f]\n",
    "\n",
    "with open(\"refs.txt\") as f:\n",
    "    refs = [line.strip() for line in f]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a look."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'28-year-old chef found dead in San Francisco mall'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cands[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now ready to call the score function. Besides candidates and references, we need to speicify the bert model we are using. Since we are dealing with English sentences, we will use the *bert-base-uncased* model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "calculating scores...\n",
      "computing bert embedding.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b4e553330320447684f2ad1c02a674dc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=1.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "computing greedy matching.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ee7f80b6121b42baad9bee7e717ea3c4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=1.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "done in 0.13 seconds, 74.39 sentences/sec\n"
     ]
    }
   ],
   "source": [
    "P, R, F1 = score(cands, refs, lang='en', verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The outputs of the `score` function are Tensors of precision, recall, and F1 respectively. Each Tensor has the same number of items with the candidate and reference lists. Each item in the list is a scalar, representing the score for the corresponding candidates and references."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.9834, 0.9782, 0.9162, 0.9589, 0.9675, 0.9680, 0.9602, 0.9663, 0.9438,\n",
       "        0.9508])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can take the average of all candidate reference pairs to be the system level score."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System level F1 score: 0.959\n"
     ]
    }
   ],
   "source": [
    "print(f\"System level F1 score: {F1.mean():.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It might also be very interestig to see the distribution of BERTScore."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(F1, bins=20)\n",
    "plt.xlabel(\"score\")\n",
    "plt.ylabel(\"counts\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some contextual embedding models, like RoBERTa, often produce BERTScores in a very narrow range (as shown above, the range is roughly between 0.92 and 1). Although this artifact does not affect the ranking ability of BERTScore, it affects the readability. Therefore, we propose to apply \"baseline rescaling\" to adjust the output scores. More details on this feature can be found in [this post](https://github.com/Tiiiger/bert_score/blob/master/journal/rescale_baseline.md)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "P, R, F1 = score(cands, refs, lang='en', rescale_with_baseline=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now see that the scores are much more spread out, which makes it easy to compare different examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(F1, bins=20)\n",
    "plt.xlabel(\"score\")\n",
    "plt.ylabel(\"counts\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `score` function also handles multiple references gracefully. Consider a candidate sentences with 3 references."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "single_cands = ['I like lemons.']\n",
    "multi_refs = [['I am proud of you.', 'I love lemons.', 'Go go go.']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "P_mul, R_mul, F_mul = score(single_cands, multi_refs, lang=\"en\", rescale_with_baseline=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `score` function will return the best score among all the references automatically."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.9025])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F_mul"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To understand a text generation system better, we can visualize the matchings in BERTScore."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bert_score import plot_example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_example(cands[0], refs[0], lang=\"en\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly, we can apply rescaling to adjust the similarity distribution to be more distinguishable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_example(cands[0], refs[0], lang=\"en\", rescale_with_baseline=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Object-oriented API"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In practice, most of the time of calling the `score` function is spent on building the model. In situations when we want to call the `score` function repeatedly, it is better to cache the model in a `scorer` object. Hence, in `bert_score` we also provide an object-oriented API. \n",
    "\n",
    "The `BERTScorer` class provides the two methods we have introduced above, `score` and `plot_example`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bert_score import BERTScorer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "scorer = BERTScorer(lang=\"en\", rescale_with_baseline=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "P, R, F1 = scorer.score(cands, refs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.9014, 0.8710, 0.5036, 0.7563, 0.8073, 0.8103, 0.7644, 0.8002, 0.6673,\n",
       "        0.7086])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scorer.plot_example(cands[0], refs[0])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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